Demo

Dataset statistics

Number of variables	9
Number of observations	7447
Missing cells	32973
Missing cells (%)	49.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	291.0 KiB
Average record size in memory	40.0 B

Variable types

Numeric	9

Alerts

`Time` is highly overall correlated with `root.sg1.device1.projetv7.A` and 4 other fields	High correlation
`root.sg1.device1.projetv7.A` is highly overall correlated with `Time` and 4 other fields	High correlation
`root.sg1.device1.projetv7.C` is highly overall correlated with `root.sg1.device1.projetv7.A` and 4 other fields	High correlation
`root.sg1.device1.projetv7.D` is highly overall correlated with `Time` and 5 other fields	High correlation
`root.sg1.device1.projetv7.E` is highly overall correlated with `root.sg1.device1.projetv7.C`	High correlation
`root.sg1.device1.projetv7.F` is highly overall correlated with `Time` and 3 other fields	High correlation
`root.sg1.device1.projetv7.G` is highly overall correlated with `Time` and 5 other fields	High correlation
`root.sg1.device1.projetv7.OT` is highly overall correlated with `Time` and 5 other fields	High correlation
`root.sg1.device1.projetv7.A` has 4116 (55.3%) missing values	Missing
`root.sg1.device1.projetv7.B` has 4134 (55.5%) missing values	Missing
`root.sg1.device1.projetv7.C` has 4120 (55.3%) missing values	Missing
`root.sg1.device1.projetv7.D` has 4121 (55.3%) missing values	Missing
`root.sg1.device1.projetv7.OT` has 4190 (56.3%) missing values	Missing
`root.sg1.device1.projetv7.E` has 3981 (53.5%) missing values	Missing
`root.sg1.device1.projetv7.F` has 4055 (54.5%) missing values	Missing
`root.sg1.device1.projetv7.G` has 4256 (57.2%) missing values	Missing
`Time` is uniformly distributed	Uniform
`Time` has unique values	Unique

Reproduction

Analysis started	2025-01-09 12:43:56.783539
Analysis finished	2025-01-09 12:44:06.304770
Duration	9.52 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

Time
Real number (ℝ)

High correlation Uniform Unique

Distinct	7447
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.5459963 × 10¹¹

Minimum	6.311484 × 10¹¹
Maximum	1.2780216 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	58.3 KiB

Quantile statistics

Minimum	6.311484 × 10¹¹
5-th percentile	6.6331512 × 10¹¹
Q1	7.922412 × 10¹¹
median	9.548856 × 10¹¹
Q3	1.1170152 × 10¹²
95-th percentile	1.2457685 × 10¹²
Maximum	1.2780216 × 10¹²
Range	6.468732 × 10¹¹
Interquartile range (IQR)	3.24774 × 10¹¹

Descriptive statistics

Standard deviation	1.8711028 × 10¹¹
Coefficient of variation (CV)	0.19600916
Kurtosis	-1.2049756
Mean	9.5459963 × 10¹¹
Median Absolute Deviation (MAD)	1.624284 × 10¹¹
Skewness	-0.00048027435
Sum	7.1089034 × 10¹⁵
Variance	3.5010255 × 10²²
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2780216 × 10¹²	1	< 0.1%
6.311484 × 10¹¹	1	< 0.1%
6.312348 × 10¹¹	1	< 0.1%
6.313212 × 10¹¹	1	< 0.1%
6.314076 × 10¹¹	1	< 0.1%
6.31494 × 10¹¹	1	< 0.1%
6.315804 × 10¹¹	1	< 0.1%
1.2766392 × 10¹²	1	< 0.1%
1.2765528 × 10¹²	1	< 0.1%
1.2764664 × 10¹²	1	< 0.1%
Other values (7437)	7437	99.9%

Value	Count	Frequency (%)
6.311484 × 10¹¹	1	< 0.1%
6.312348 × 10¹¹	1	< 0.1%
6.313212 × 10¹¹	1	< 0.1%
6.314076 × 10¹¹	1	< 0.1%
6.31494 × 10¹¹	1	< 0.1%
6.315804 × 10¹¹	1	< 0.1%
6.316668 × 10¹¹	1	< 0.1%
6.317532 × 10¹¹	1	< 0.1%
6.318396 × 10¹¹	1	< 0.1%
6.31926 × 10¹¹	1	< 0.1%

Value	Count	Frequency (%)
1.2780216 × 10¹²	1	< 0.1%
1.2779352 × 10¹²	1	< 0.1%
1.2778488 × 10¹²	1	< 0.1%
1.2777624 × 10¹²	1	< 0.1%
1.277676 × 10¹²	1	< 0.1%
1.2775896 × 10¹²	1	< 0.1%
1.2775032 × 10¹²	1	< 0.1%
1.2774168 × 10¹²	1	< 0.1%
1.2773304 × 10¹²	1	< 0.1%
1.277244 × 10¹²	1	< 0.1%

root.sg1.device1.projetv7.A
Real number (ℝ)

High correlation Missing

Distinct	2670
Distinct (%)	80.2%
Missing	4116
Missing (%)	55.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.78100636

Minimum	0.48474199
Maximum	1.102536
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	0.48474199
5-th percentile	0.5818955
Q1	0.69840002
median	0.76295
Q3	0.87813652
95-th percentile	1.0259725
Maximum	1.102536
Range	0.61779398
Interquartile range (IQR)	0.1797365

Descriptive statistics

Standard deviation	0.12952192
Coefficient of variation (CV)	0.16583978
Kurtosis	-0.41181025
Mean	0.78100636
Median Absolute Deviation (MAD)	0.08464998
Skewness	0.28831139
Sum	2601.5322
Variance	0.016775927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6700000167	6	0.1%
0.7839999795	5	0.1%
0.7785000205	5	0.1%
0.7904999852	5	0.1%
0.7524999976	5	0.1%
0.7164999843	5	0.1%
0.78549999	5	0.1%
0.7404999733	4	0.1%
0.7409999967	4	0.1%
0.7400000095	4	0.1%
Other values (2660)	3283	44.1%
(Missing)	4116	55.3%

Value	Count	Frequency (%)
0.4847419858	1	< 0.1%
0.4907999933	1	< 0.1%
0.4915989935	1	< 0.1%
0.4919959903	1	< 0.1%
0.4920969903	1	< 0.1%
0.4928489923	1	< 0.1%
0.4939979911	1	< 0.1%
0.4951980114	1	< 0.1%
0.4975500107	1	< 0.1%
0.4993000031	1	< 0.1%

Value	Count	Frequency (%)
1.102535963	1	< 0.1%
1.101698041	1	< 0.1%
1.099625945	1	< 0.1%
1.096467018	1	< 0.1%
1.080450058	1	< 0.1%
1.079563975	1	< 0.1%
1.078480959	1	< 0.1%
1.077993035	1	< 0.1%
1.077528	1	< 0.1%
1.077353954	1	< 0.1%

root.sg1.device1.projetv7.B
Real number (ℝ)

Missing

Distinct	2789
Distinct (%)	84.2%
Missing	4134
Missing (%)	55.5%
Infinite	0
Infinite (%)	0.0%
Mean	1.639203

Minimum	1.28817
Maximum	2.109
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	1.28817
5-th percentile	1.42738
Q1	1.541545
median	1.6081049
Q3	1.703737
95-th percentile	1.95217
Maximum	2.109
Range	0.82082999
Interquartile range (IQR)	0.16219199

Descriptive statistics

Standard deviation	0.1590191
Coefficient of variation (CV)	0.09701001
Kurtosis	0.021711931
Mean	1.639203
Median Absolute Deviation (MAD)	0.075195074
Skewness	0.65998381
Sum	5430.6795
Variance	0.025287071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.638499975	5	0.1%
1.641499996	5	0.1%
1.586500049	5	0.1%
1.611395955	5	0.1%
1.562999964	5	0.1%
1.568874002	4	0.1%
1.672000051	4	0.1%
1.684000015	4	0.1%
1.60246098	4	0.1%
1.636000037	4	0.1%
Other values (2779)	3268	43.9%
(Missing)	4134	55.5%

Value	Count	Frequency (%)
1.28816998	1	< 0.1%
1.291046977	1	< 0.1%
1.291872978	2	< 0.1%
1.294749975	1	< 0.1%
1.295295	1	< 0.1%
1.297353029	1	< 0.1%
1.297597051	1	< 0.1%
1.29954505	1	< 0.1%
1.300001025	1	< 0.1%
1.300102949	1	< 0.1%

Value	Count	Frequency (%)
2.108999968	1	< 0.1%
2.104099989	1	< 0.1%
2.08920002	1	< 0.1%
2.086999893	1	< 0.1%
2.085200071	1	< 0.1%
2.08100009	1	< 0.1%
2.079999924	1	< 0.1%
2.076100111	1	< 0.1%
2.072799921	1	< 0.1%
2.070300102	1	< 0.1%

root.sg1.device1.projetv7.C
Real number (ℝ)

High correlation Missing

Distinct	2737
Distinct (%)	82.3%
Missing	4120
Missing (%)	55.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.81441581

Minimum	0.62015498
Maximum	1.06076
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	0.62015498
5-th percentile	0.6466567
Q1	0.72437501
median	0.79806203
Q3	0.89809549
95-th percentile	1.006529
Maximum	1.06076
Range	0.44060504
Interquartile range (IQR)	0.17372048

Descriptive statistics

Standard deviation	0.11510801
Coefficient of variation (CV)	0.14133814
Kurtosis	-1.0816177
Mean	0.81441581
Median Absolute Deviation (MAD)	0.08198601
Skewness	0.2591677
Sum	2709.5614
Variance	0.013249855
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9871670008	6	0.1%
0.7535799742	5	0.1%
0.7366480231	5	0.1%
0.7316889763	4	0.1%
0.7237460017	4	0.1%
0.7222819924	4	0.1%
0.7293949723	4	0.1%
0.7371910214	4	0.1%
0.7367569804	4	0.1%
0.7331380248	4	0.1%
Other values (2727)	3283	44.1%
(Missing)	4120	55.3%

Value	Count	Frequency (%)
0.6201549768	1	< 0.1%
0.6242200136	1	< 0.1%
0.6244930029	2	< 0.1%
0.6248049736	1	< 0.1%
0.6249219775	1	< 0.1%
0.6251170039	1	< 0.1%
0.6254889965	1	< 0.1%
0.6258999705	1	< 0.1%
0.62668401	1	< 0.1%
0.6267229915	1	< 0.1%

Value	Count	Frequency (%)
1.060760021	1	< 0.1%
1.058290958	1	< 0.1%
1.058066964	1	< 0.1%
1.054407001	2	< 0.1%
1.053951979	1	< 0.1%
1.053629994	1	< 0.1%
1.053297043	1	< 0.1%
1.047011018	2	< 0.1%
1.046123981	1	< 0.1%
1.046079993	1	< 0.1%

root.sg1.device1.projetv7.D
Real number (ℝ)

High correlation Missing

Distinct	2761
Distinct (%)	83.0%
Missing	4121
Missing (%)	55.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.83514811

Minimum	0.549739
Maximum	1.279541
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	0.549739
5-th percentile	0.59670874
Q1	0.68558426
median	0.801539
Q3	0.98886076
95-th percentile	1.1176695
Maximum	1.279541
Range	0.72980201
Interquartile range (IQR)	0.30327649

Descriptive statistics

Standard deviation	0.17188548
Coefficient of variation (CV)	0.20581436
Kurtosis	-1.0577641
Mean	0.83514811
Median Absolute Deviation (MAD)	0.13509399
Skewness	0.37232205
Sum	2777.7026
Variance	0.029544614
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6854010224	9	0.1%
0.6565989852	5	0.1%
0.6600660086	5	0.1%
0.6631299853	5	0.1%
0.6870489717	4	0.1%
0.7077140212	4	0.1%
0.6713659763	4	0.1%
0.6788870096	4	0.1%
0.7171030045	4	0.1%
0.6738539934	4	0.1%
Other values (2751)	3278	44.0%
(Missing)	4121	55.3%

Value	Count	Frequency (%)
0.5497390032	1	< 0.1%
0.5540869832	1	< 0.1%
0.5545420051	1	< 0.1%
0.5551919937	1	< 0.1%
0.5556390285	1	< 0.1%
0.556129992	1	< 0.1%
0.5567770004	1	< 0.1%
0.5570409894	1	< 0.1%
0.5571029782	1	< 0.1%
0.5571249723	1	< 0.1%

Value	Count	Frequency (%)
1.279541016	1	< 0.1%
1.274664998	1	< 0.1%
1.272328973	1	< 0.1%
1.272119045	1	< 0.1%
1.267426968	1	< 0.1%
1.248438954	1	< 0.1%
1.246152997	1	< 0.1%
1.245439053	1	< 0.1%
1.240941048	1	< 0.1%
1.231497049	1	< 0.1%

root.sg1.device1.projetv7.OT
Real number (ℝ)

High correlation Missing

Distinct	2585
Distinct (%)	79.4%
Missing	4190
Missing (%)	56.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.6436474

Minimum	0.39315301
Maximum	0.87750101
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	0.39315301
5-th percentile	0.42868
Q1	0.55465001
median	0.65249997
Q3	0.71658897
95-th percentile	0.83713502
Maximum	0.87750101
Range	0.484348
Interquartile range (IQR)	0.16193897

Descriptive statistics

Standard deviation	0.11778555
Coefficient of variation (CV)	0.18299701
Kurtosis	-0.66345024
Mean	0.6436474
Median Absolute Deviation (MAD)	0.078699946
Skewness	-0.10006496
Sum	2096.3596
Variance	0.013873436
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5734999776	7	0.1%
0.587199986	5	0.1%
0.6762999892	5	0.1%
0.5755000114	5	0.1%
0.5749999881	5	0.1%
0.6744999886	5	0.1%
0.5917999744	5	0.1%
0.8274379969	5	0.1%
0.5450000167	5	0.1%
0.5770000219	5	0.1%
Other values (2575)	3205	43.0%
(Missing)	4190	56.3%

Value	Count	Frequency (%)
0.3931530118	1	< 0.1%
0.3940109909	1	< 0.1%
0.3943609893	1	< 0.1%
0.3946999907	1	< 0.1%
0.3948499858	1	< 0.1%
0.3958309889	1	< 0.1%
0.3964909911	1	< 0.1%
0.3968499899	1	< 0.1%
0.3972010016	1	< 0.1%
0.3975909948	1	< 0.1%

Value	Count	Frequency (%)
0.8775010109	1	< 0.1%
0.8772699833	2	< 0.1%
0.8765010238	1	< 0.1%
0.8743550181	1	< 0.1%
0.8715360165	1	< 0.1%
0.8714600205	1	< 0.1%
0.8700190187	1	< 0.1%
0.8696789742	1	< 0.1%
0.8691499829	1	< 0.1%
0.8690360188	1	< 0.1%

root.sg1.device1.projetv7.E
Real number (ℝ)

High correlation Missing

Distinct	1616
Distinct (%)	46.6%
Missing	3981
Missing (%)	53.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.14177039

Minimum	0.109292
Maximum	0.21124201
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	0.109292
5-th percentile	0.119758
Q1	0.120809
median	0.13508449
Q3	0.159895
95-th percentile	0.185377
Maximum	0.21124201
Range	0.10195
Interquartile range (IQR)	0.039085999

Descriptive statistics

Standard deviation	0.02386459
Coefficient of variation (CV)	0.16833268
Kurtosis	-0.028691309
Mean	0.14177039
Median Absolute Deviation (MAD)	0.014851995
Skewness	0.84899944
Sum	491.37616
Variance	0.00056951866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1208240017	144	1.9%
0.120337002	88	1.2%
0.2112420052	82	1.1%
0.1208150014	63	0.8%
0.1208200008	43	0.6%
0.1208230034	41	0.6%
0.1208209991	40	0.5%
0.1208179966	37	0.5%
0.1208169982	33	0.4%
0.1910150051	32	0.4%
Other values (1606)	2863	38.4%
(Missing)	3981	53.5%

Value	Count	Frequency (%)
0.1092920005	1	< 0.1%
0.1144189984	1	< 0.1%
0.1145239994	1	< 0.1%
0.1145490035	1	< 0.1%
0.1145579964	5	0.1%
0.1145690009	1	< 0.1%
0.1145699993	1	< 0.1%
0.1145740002	1	< 0.1%
0.114575997	1	< 0.1%
0.1145899966	2	< 0.1%

Value	Count	Frequency (%)
0.2112420052	82	1.1%
0.1910150051	32	0.4%
0.1892970055	4	0.1%
0.1892040074	3	< 0.1%
0.189071998	1	< 0.1%
0.1887540072	1	< 0.1%
0.1886540055	3	< 0.1%
0.1885509938	5	0.1%
0.1883839965	1	< 0.1%
0.187966004	6	0.1%

root.sg1.device1.projetv7.F
Real number (ℝ)

High correlation Missing

Distinct	2262
Distinct (%)	66.7%
Missing	4055
Missing (%)	54.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.0094342742

Minimum	0.0062750001
Maximum	0.013043
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	0.0062750001
5-th percentile	0.0072621001
Q1	0.00832775
median	0.0092150001
Q3	0.010147
95-th percentile	0.01244845
Maximum	0.013043
Range	0.0067680003
Interquartile range (IQR)	0.0018192497

Descriptive statistics

Standard deviation	0.0015522421
Coefficient of variation (CV)	0.16453222
Kurtosis	-0.38771051
Mean	0.0094342742
Median Absolute Deviation (MAD)	0.00090400036
Skewness	0.58676487
Sum	32.001058
Variance	2.4094556 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.009235999547	7	0.1%
0.008039000444	7	0.1%
0.009823000059	7	0.1%
0.009867999703	5	0.1%
0.009800000116	5	0.1%
0.009224000387	5	0.1%
0.008298000321	5	0.1%
0.009243999608	5	0.1%
0.009309000336	5	0.1%
0.008484999649	5	0.1%
Other values (2252)	3336	44.8%
(Missing)	4055	54.5%

Value	Count	Frequency (%)
0.006275000051	1	< 0.1%
0.006283999886	1	< 0.1%
0.006293000188	1	< 0.1%
0.006298999768	2	< 0.1%
0.006304999813	1	< 0.1%
0.006306000054	1	< 0.1%
0.006318000145	1	< 0.1%
0.006322000176	1	< 0.1%
0.006335999817	1	< 0.1%
0.006341999862	1	< 0.1%

Value	Count	Frequency (%)
0.01304300036	1	< 0.1%
0.01303999964	1	< 0.1%
0.01303599961	1	< 0.1%
0.01303400006	2	< 0.1%
0.01303100027	1	< 0.1%
0.01302400045	1	< 0.1%
0.01302099973	1	< 0.1%
0.01301799994	1	< 0.1%
0.01301100012	2	< 0.1%
0.01300899964	1	< 0.1%

root.sg1.device1.projetv7.G
Real number (ℝ)

High correlation Missing

Distinct	2385
Distinct (%)	74.7%
Missing	4256
Missing (%)	57.2%
Infinite	0
Infinite (%)	0.0%
Mean	0.66191522

Minimum	0.52383399
Maximum	0.83255601
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.2 KiB

Quantile statistics

Minimum	0.52383399
5-th percentile	0.54888549
Q1	0.590249
median	0.64176601
Q3	0.72453251
95-th percentile	0.80218852
Maximum	0.83255601
Range	0.30872202
Interquartile range (IQR)	0.13428351

Descriptive statistics

Standard deviation	0.082406938
Coefficient of variation (CV)	0.12449772
Kurtosis	-1.1366421
Mean	0.66191522
Median Absolute Deviation (MAD)	0.064947963
Skewness	0.331119
Sum	2112.1715
Variance	0.0067909039
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7097229958	12	0.2%
0.7099750042	11	0.1%
0.7102270126	10	0.1%
0.7094709873	9	0.1%
0.7079650164	8	0.1%
0.706215024	8	0.1%
0.6075329781	8	0.1%
0.532622993	8	0.1%
0.5333330035	7	0.1%
0.7935879827	6	0.1%
Other values (2375)	3104	41.7%
(Missing)	4256	57.2%

Value	Count	Frequency (%)
0.5238339901	1	< 0.1%
0.5239719748	1	< 0.1%
0.5254859924	1	< 0.1%
0.5261769891	1	< 0.1%
0.5263159871	1	< 0.1%
0.5274260044	1	< 0.1%
0.5275650024	2	< 0.1%
0.5281230211	2	< 0.1%
0.5291010141	1	< 0.1%
0.5293809772	1	< 0.1%

Value	Count	Frequency (%)
0.8325560093	1	< 0.1%
0.8313239813	1	< 0.1%
0.8308060169	1	< 0.1%
0.8258320093	1	< 0.1%
0.8245720267	1	< 0.1%
0.8244019747	2	< 0.1%
0.8230450153	1	< 0.1%
0.8228420019	1	< 0.1%
0.8218280077	1	< 0.1%
0.8213919997	1	< 0.1%

	Time	root.sg1.device1.projetv7.A	root.sg1.device1.projetv7.B	root.sg1.device1.projetv7.C	root.sg1.device1.projetv7.D	root.sg1.device1.projetv7.E	root.sg1.device1.projetv7.F	root.sg1.device1.projetv7.G	root.sg1.device1.projetv7.OT
Time	1.000	0.524	-0.236	0.405	0.771	0.329	0.545	0.701	0.677
root.sg1.device1.projetv7.A	0.524	1.000	0.149	0.890	0.742	0.417	0.489	0.719	0.887
root.sg1.device1.projetv7.B	-0.236	0.149	1.000	0.229	-0.009	0.015	-0.264	-0.124	0.120
root.sg1.device1.projetv7.C	0.405	0.890	0.229	1.000	0.680	0.631	0.426	0.531	0.708
root.sg1.device1.projetv7.D	0.771	0.742	-0.009	0.680	1.000	0.337	0.682	0.869	0.890
root.sg1.device1.projetv7.E	0.329	0.417	0.015	0.631	0.337	1.000	-0.039	0.166	0.234
root.sg1.device1.projetv7.F	0.545	0.489	-0.264	0.426	0.682	-0.039	1.000	0.729	0.610
root.sg1.device1.projetv7.G	0.701	0.719	-0.124	0.531	0.869	0.166	0.729	1.000	0.755
root.sg1.device1.projetv7.OT	0.677	0.887	0.120	0.708	0.890	0.234	0.610	0.755	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	Time	root.sg1.device1.projetv7.A	root.sg1.device1.projetv7.B	root.sg1.device1.projetv7.C	root.sg1.device1.projetv7.D	root.sg1.device1.projetv7.OT	root.sg1.device1.projetv7.E	root.sg1.device1.projetv7.F	root.sg1.device1.projetv7.G
0	631148400000	0.7855	1.6110	0.861698	0.634196	NaN	0.211242	0.006838	0.525486
1	631234800000	0.7818	1.6100	0.861104	0.633513	NaN	0.211242	0.006863	0.523972
2	631321200000	0.7867	1.6293	0.861030	0.648508	NaN	0.211242	0.006975	0.526316
3	631407600000	0.7860	1.6370	0.862069	0.650618	NaN	0.211242	0.006953	0.523834
4	631494000000	0.7849	1.6530	0.861995	0.656254	NaN	NaN	0.006940	0.527426
5	631580400000	0.7866	1.6537	0.861030	0.654879	NaN	NaN	0.006887	0.526177
6	631666800000	0.7886	1.6620	0.862887	0.661157	NaN	NaN	0.006885	0.527565
7	631753200000	0.7910	1.6568	0.864304	0.659631	NaN	NaN	0.006878	0.527565
8	631839600000	0.7939	1.6695	0.864230	0.669120	NaN	NaN	0.006878	0.528123
9	631926000000	0.7894	1.6570	0.858369	0.659413	NaN	NaN	0.006874	0.528123

	Time	root.sg1.device1.projetv7.A	root.sg1.device1.projetv7.B	root.sg1.device1.projetv7.C	root.sg1.device1.projetv7.D	root.sg1.device1.projetv7.OT	root.sg1.device1.projetv7.E	root.sg1.device1.projetv7.F	root.sg1.device1.projetv7.G
7437	1277244000000	0.747077	1.320481	0.759425	NaN	0.726348	0.149921	0.009742	NaN
7438	1277330400000	0.747580	1.322751	0.758593	NaN	0.729076	0.149990	0.009766	0.733703
7439	1277416800000	0.750976	1.322401	0.761058	NaN	0.731074	0.149868	0.009802	0.733579
7440	1277503200000	0.748559	1.302592	0.756885	NaN	0.726401	0.149784	0.009773	0.730762
7441	1277589600000	0.749288	1.300001	0.756796	NaN	0.726559	0.148580	0.009777	0.730946
7442	1277676000000	0.749176	1.300500	0.756802	NaN	0.726401	0.149851	0.009778	0.730941
7443	1277762400000	0.754290	1.302932	0.757579	NaN	0.730007	0.150004	0.009830	0.734498
7444	1277848800000	0.754205	1.297353	0.756024	NaN	0.730727	0.149813	0.009823	0.733708
7445	1277935200000	0.758006	1.299545	0.757581	NaN	0.731609	0.149876	0.009914	0.736223
7446	1278021600000	0.764000	1.309415	0.766163	NaN	0.730994	0.150008	0.009921	0.737300

Overview

Interactions

Correlations

Missing values

Sample

Validity Analysis

Column: Time

Consistency Analysis

Overview

Variables

Interactions

Correlations

Missing values

Sample

Validity Analysis

Column: Time

Consistency Analysis